数据挖掘课程可以帮助您学习数据预处理、模式识别和预测建模技术。您可以掌握 Cluster、Classification 和 Anomaly Detection 等技能,从而支持从大型数据集中提取有意义的见解。许多课程都会介绍 Python、R 和 SQL 等工具,以及 RapidMiner 和 Weka 等软件,帮助您在实际数据分析项目中应用这些技能。
University of Michigan
您将获得的技能: Python 程序设计, 预测建模, 机器学习, Scikit-learn (机器学习库), 监督学习, 回归分析, 功能工程, 决策树学习, 随机森林算法, 应用机器学习, 无监督学习, 降维
中级 · 课程 · 1-4 周

Alberta Machine Intelligence Institute
您将获得的技能: Python 程序设计, 机器学习算法, 机器学习, Scikit-learn (机器学习库), 回归分析, 业务解决方案, 监督学习, 数据处理, 性能分析, 分类与回归树 (CART), 应用机器学习, 功能工程, 性能指标, Jupyter
混合 · 课程 · 1-4 周

IIT Roorkee
您将获得的技能: Unsupervised Learning, Supervised Learning, Anomaly Detection, Data Mining, Scikit Learn (Machine Learning Library), Machine Learning Algorithms, Data Processing, Pandas (Python Package), Big Data, Data Cleansing, Data Science, Data Visualization, Python Programming, Data Manipulation, Exploratory Data Analysis, Deep Learning, Regression Analysis, Artificial Neural Networks
初级 · 课程 · 1-3 个月

您将获得的技能: Prompt Engineering, Excel Formulas, Generative AI, Data Pipelines, Data Ethics, Data Processing, Debugging, Microsoft Excel, Automation, Artificial Intelligence, Data Analysis, SQL, Integrated Development Environments
中级 · 课程 · 1-3 个月

您将获得的技能: Data Ethics, Data Quality, Data Sharing, Information Privacy, Data Analysis, Informed Consent
初级 · 课程 · 1-4 周

University of Michigan
您将获得的技能: ChatGPT, Machine Learning Methods, Data Mining, Python Programming, Machine Learning Algorithms, Supervised Learning, Data Manipulation
高级设置 · 课程 · 1-4 周

University of Illinois Urbana-Champaign
您将获得的技能: 机器学习算法, 数据分析, 非结构化数据, 监督学习, 自然语言处理, 概率与统计, 分析, 文本挖掘, 统计方法, 统计分析, 无监督学习, 数据挖掘
混合 · 课程 · 1-3 个月

Coursera
您将获得的技能: Predictive Modeling, Data Visualization, Statistical Analysis, Data Manipulation, Data Analysis, Data Science, Pandas (Python Package), Data Visualization Software, Statistics, Data Wrangling, Data Cleansing, Data Processing, Data-Driven Decision-Making, Business Analytics, Exploratory Data Analysis, Machine Learning
初级 · 课程 · 1-4 周

您将获得的技能: Reinforcement Learning, Applied Machine Learning, Machine Learning Algorithms, Artificial Intelligence, Dimensionality Reduction, Statistical Analysis, Classification And Regression Tree (CART), Supervised Learning, Unsupervised Learning, Predictive Modeling, Random Forest Algorithm, Feature Engineering, Data Manipulation
中级 · 课程 · 3-6 个月

Northeastern University
您将获得的技能: Text Mining, Data Mining, Time Series Analysis and Forecasting, Big Data, Artificial Neural Networks, Trend Analysis, Regression Analysis, Data Science, Machine Learning Algorithms, Supervised Learning, Feature Engineering, Unsupervised Learning, Analytics, Predictive Modeling, Statistical Analysis, Forecasting, Advanced Analytics, Deep Learning, Predictive Analytics, Natural Language Processing
中级 · 课程 · 1-3 个月

Fundação Instituto de Administração
您将获得的技能: Business Analytics, Regression Analysis, Descriptive Statistics, Data Analysis, Data-Driven Decision-Making, Statistical Inference, Statistics, Strategic Decision-Making, Business Analysis, Statistical Analysis, Data Science, Probability & Statistics
中级 · 课程 · 1-3 个月

Alberta Machine Intelligence Institute
您将获得的技能: Python 程序设计, 数据清理, 机器学习算法, 预测建模, 数据转换, 监督学习, 机器学习, 测试数据, 探索性数据分析, 功能工程, Machine Learning 方法, 验证和确认, 数据处理, 线性代数, 无监督学习, 统计分析, 应用机器学习, Data Validation, 计算机编程, 数据质量
中级 · 课程 · 1-4 周